Runs after a reviewer finishes a book and answers the two questions that
gate the next stage:
1. Are there utterances with no speaker?
2. Now that speakers have been defined, renamed, merged or deleted, are
there utterances that should change?
Read-only - it never edits the database, and a test asserts the files are
byte-identical afterwards. Output is a markdown table and a CSV, one row per
finding with chapter, utterance number and a text preview, so each item is
locatable rather than a count.
Deal Hunter, after the completed review (56 speakers, 0 still needing
review, 4319 utterances):
- Dialogue with no speaker: 0. The 1803 speakerless rows are narration
and scene breaks, which is correct and is reported as a number rather
than silently dropped.
- Utterances attributed to a deleted speaker: 0.
- One speaker stored under two spellings: 6 rows across 3 speakers
(narrator/Narrator, Kainda/Princess Kainda, Willamina Wake/Captain).
All resolve to one voice so the audio is correct, but a per-speaker
export would split them into six - caught before the translation stage,
not after.
- 6 speech-tag mismatches where the narration immediately before the line
names a different speaker.
- 10 dialogue rows voiced by the narrator: 9 are quoted labels ("Reactor.",
"operations") that are correctly read by the narrator, 1 (ch28 utt46) is
a real segmentation error. Classified advisory so the one real defect is
not buried under nine false positives.
build_alias_map moved from scripts/qa_attribution.py into attribution_qa.py
so the CLI and the audit cannot disagree about what a speech tag resolves to;
qa_attribution output verified byte-identical.
13 new tests. Suite: 721 passed, 8 pre-existing.
UmbraAudio Specifications
Index of all specification documents for the UmbraAudio audiobook generation system.
Specifications
| File | Topic | Description |
|---|---|---|
| 00-project-overview.md | Architecture | Pipeline overview, tech stack, data layout |
| 01-parsing.md | Pass 1a | EPUB, PDF, TXT, MD manuscript parsing |
| 02-analysis.md | Pass 1b | BookNLP, character profiling, pronunciation |
| 03-voice-design.md | Pass 2 | Per-character voice reference generation |
| 04-mapping.md | Pass 3 | Text segmentation, speaker attribution, manifests |
| 05-generation.md | Pass 5 | Audio generation, caching, retry, CUDA management |
| 06-normalization-watermarking.md | Post-gen | Audio normalization, ACX compliance, Perth watermark |
| 07-assembly-export.md | Export | M4B, MP3, WAV export via FFmpeg |
| 08-database.md | Database | SQLite schema, entity relationships, CRUD API |
| 09-web-review-ui.md | Web UI | FastAPI + HTMX review interface |
| 10-cli-orchestrator.md | CLI | Click commands, full pipeline orchestration |
| 11-configuration-dependencies.md | Config | Pydantic settings, dependencies, build system |
| 12-quality.md | Quality | MOS, WER, consistency, ACX compliance |
| 18-UmbraTrans.md | Multilingual | Meaning-preserving translation, target voices, and multilingual audiobook production |
| 19-enterprise-control-plane.md | Enterprise | Multi-tenant projects, access control, artifact lineage, and commercial voice library |
| 20-enterprise-database-integration.md | Enterprise DB | Shared-PostgreSQL contract, blockers, cutover phases P1-P4 |
| 21-umbra-system-nodes-tasks-and-changes.md | System | Worker nodes, task assignment, cross-product change management, UI topology |
| 22-releases-and-the-publish-flag.md | Release | The publish flag, pinned artifact sets, post-publication change, and the Deal Hunter lesson |
| 23-speaker-duplicate-detection.md | Speakers | Duplicate-speaker scan, approval-safe merging, and the crowd veto |
| 24-analysis-quality-plan.md | Analysis | Why the ch6 speakers were missed, and a ranked plan to improve attribution |
Quick Reference
Pipeline Passes
1a: Parse → chapters table
1b: Analyze → characters, pronunciation_guide
2: Voices → voice_ref WAVs
3: Map → manifests/*.json
4: Test → sample audio (optional)
5: Generate → audio/*.wav, audio_normalized/*.wav
Export → export/*.m4b, *.mp3
Key Entry Points
| Component | File | Class/Function |
|---|---|---|
| CLI | cli.py |
main Click group |
| Pipeline | orchestrator.py |
run_pipeline() |
| TTS | voices/chatterbox.py |
ChatterboxEngine |
| Segmenter | mapping/segmenter.py |
Segmenter |
| Generator | generation/chapter.py |
ChapterGenerator |
| Normalizer | assembly/normalize.py |
AudioNormalizer |
| Web UI | web/__init__.py |
create_app() |
| Database | database.py |
Database |